For linear discrete systems with unknown noise statistics, the Bayesian maximum a posteriori (MAP) estimation of noise statistics are its real-time approximation are deduced considering that the prior information of noise statistics is normal-inverted-Wishart distribution. Based on this, the system adaptive filtering is obtained.